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Inflation and Unemployment: A Layperson’s Guide to the Phillips Curve
by Jeffrey M. Lacker and John A. Weinberg
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What do you remember from the economics class you took in college? Even if you didn’t take economics, what basic ideas do you think are important for understanding the way markets work? In either case, one thing you might come up with is that when the demand for a good rises—when more and more people want more and more of that good—its price will tend to increase. This basic piece of economic logic helps us understand the phenomena we observe in many specific markets—from the tendency of gasoline prices to rise as the summer sets in and people hit the road on their family vacations, to the tendency for last year’s styles to fall in price as consumers turn to the new fashions. This notion paints a picture of the price of a good moving together in the same direction with its quantity—when people are buying more, its price is rising. Of course supply matters, too, and thinking about variations in supply—goods becoming more or less plentiful or more or less costly to produce—complicates the picture. But in many cases such as the examples above, we might expect movements up and down in demand to happen more frequently than movements in supply. Certainly for goods produced by a stable industry in an environment of little technological change, we would expect that many movements in price and quantity are driven by movements in demand, which would cause price and quantity to move up and down together. Common sense suggests that this logic would carry over to how one thinks about not only the price of one good but also the prices of all goods. Should an average measure of all prices in the economy—the consumer price index, for example—be expected to move up when our total measures of goods produced and consumed rise? And should faster growth in these quantities—as measured, say, by gross domestic product—be accompanied by faster increases in prices? That is, should inflation move up and down with real economic growth?
The authors are respectively President and Senior Vice President and Director of Research. The views expressed are the authors’ and not necessarily those of the Federal Reserve System.
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The simple intuition behind this series of questions
all goods—that is, rising aggregate demand—would
is seriously incomplete as a description of the behav-
not make all prices rise. Rather, the important impli-
ior of prices and quantities at the macroeconomic
cation of this distinction is that it focuses attention on
level. But it does form the basis for an idea at the
what, besides people’s underlying desire for more
heart of much macroeconomic policy analysis for at
goods and services, might drive a general increase in
least a half century. This idea is called the “Phillips
all prices. The other key factor is the supply of money
curve,” and it embodies a hypothesis about the rela-
in the economy.
tionship between inflation and real economic vari-
Economic decisions of producers and consumers
ables. It is usually stated not in terms of the positive
are driven by relative prices: a rising price of bagels
relationship between inflation and growth but in terms
relative to doughnuts might prompt a baker to shift
of a negative relationship between inflation and
production away from doughnuts and toward bagels. If we could imagine a situation in which all prices of
“ This idea is called the ‘Phillips curve,’ and it
all outputs and inputs in the economy, including
embodies a hypothesis about the relationship
wages, rise at exactly the same rate, what effect on
between inflation and real economic variables. It
economic decisions would we expect? A reasonable
is usually stated. . . in terms of a negative relation-
answer is “none.” Nothing will have become more
ship between inflation and unemployment. ”
expensive relative to other goods, and labor income will have risen as much as prices, leaving people no
unemployment. Since faster growth often means more intensive utilization of an economy’s resources,
poorer or richer. The thought experiment involving all prices and
faster growth will be expected to come with falling
wages rising in equal proportions demonstrates the
unemployment. Hence, faster inflation is associated
principle of monetary neutrality. The term refers to the
with lower unemployment. In this form, the Phillips
fact that the hypothetical increase in prices and wages
curve looks like the expression of a trade-off between
could be expected to result from a corresponding
two bad economic outcomes—reducing inflation
increase in the supply of money. Monetary neutrality
requires accepting higher unemployment.
is a natural starting point for thinking about the
The first important observation about this relation-
relationship between inflation and real economic
ship is that the simple intuition described at the begin-
variables. If money is neutral, then an increase in the
ning of this essay is not immediately applicable at the
supply of money translates directly into inflation and
level of the economy-wide price level. That intuition is
has no necessary relationship with changes in real
built on the workings of supply and demand in setting
output, output growth, or unemployment. That is,
the quantity and price of a specific good. The price
when money is neutral, the simple supply-and-
of that specific good is best understood as a relative
demand intuition about output growth and inflation
price—the price of that good compared to the prices
does not apply to inflation associated with the growth
of other goods. By contrast, inflation is the rate of
of the money supply.
change of the general level of all prices. Recognizing this distinction does not mean that rising demand for
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The logic of monetary neutrality is indisputable, but is it relevant? The logic arises from thinking about
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hypothetical “frictionless” economies in which all mar-
is by no means exhaustive. Important parts of econ-
ket participants at all times have all the information
omists’ understanding of this relationship that we neg-
they need to price the goods they sell and to choose
lect include discussions of how the observed Phillips
among the available goods, and in which sellers can
curve’s statistical relationship could emerge even
easily change the price they charge. Against this
under monetary neutrality.1 We also neglect the liter-
hypothetical benchmark, actual economies are likely
ature on the possibility of real economic costs of
to appear imperfect to the naked eye. And under the
inflation that arise even when money is neutral.2
microscope of econometric evidence, a positive corre-
Instead, we seek to provide the broad outlines of the
lation between inflation and real growth does tend to
intellectual development that has led to the role of
show up. The task of modern macroeconomics has
the Phillips curve in modern macroeconomics,
been to understand these empirical relationships.
emphasizing the interplay of economic theory and
What are the “frictions” that impede monetary neu-
empirical evidence.
trality? Since monetary policy is a key determinant of
After reviewing the history, we will turn to the cur-
inflation, another important question is how the con-
rent debate about the Phillips curve and how it trans-
duct of policy affects the observed relationships. And
lates into differing views about monetary policy.
finally, what does our understanding of these relation-
People commonly talk about a central bank seeking
ships imply about the proper conduct of policy?
to engineer a slowing of the economy to bring about
The Phillips curve, viewed as a way of capturing
lower inflation. They think of the Phillips curve as
how money might not be neutral, has always been a
describing how much slowing is required to achieve a
central part of the way economists have thought
given reduction in inflation. We believe that this read-
about macroeconomics and monetary policy. It also
ing of the Phillips curve as a lever that a policymaker
forms the basis, perhaps implicitly, of popular under-
might manipulate mechanically can be misleading. By
standing of the basic problem of economic policy:
itself, the Phillips curve is a statistical relationship that
namely, we want the economy to grow and unem-
has arisen from the complex interaction of policy deci-
ployment to be low, but if growth is too robust,
sions and the actions of private participants in the
inflation becomes a risk. Over time, many debates
economy. Importantly, choices made by policymakers
about economic policy have boiled down to alterna-
play a large role in determining the nature of the sta-
tive understandings of what the Phillips curve is and
tistical Phillips curve. Understanding that relation-
what it means. Even today, views that economists
ship—between policymaking and the Phillips curve—
express on the effects of macroeconomic policy in
is a key ingredient to sound policy decisions. We
general and monetary policy in particular often derive
return to this theme after our historical overview.
from what they think about the nature, the shape, and the stability of the Phillips curve.
Some History
This essay seeks to trace the evolution of our
The Phillips curve is named for New Zealand-born
understanding of the Phillips curve, from before its
economist A. W. Phillips, who published a paper in
inception to contemporary debates about economic
1958 showing an inverse relationship between (wage)
policy. The history presented in the pages that follow
inflation and unemployment in nearly 100 years of
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data from the United Kingdom.3 Since this is the work
ultimately, this would merely amount to a change in
from which the curve acquired its name, one might
units of measurement. Given enough time for the
assume that the economics profession’s prior consen-
extra money to spread itself throughout the economy,
sus on the matter embodied the presumption that
all prices would rise proportionately. So while the
money is neutral. But this in fact is not the case.
number of units of money needed to compensate a
The idea of monetary neutrality has long coexisted
day’s labor might be higher, the amount of food,
with the notion that periods of rising money growth
shelter, and clothing that a day’s pay could purchase
and inflation might be accompanied by increases in
would be exactly the same as before the increase in
output and declines in unemployment. Robert Lucas
money and prices.
(1996), in his Nobel lecture on the subject of mone-
Against this logic stood the classical economists’
tary neutrality, finds both ideas expressed in the work
observations of the world around them in which
of David Hume in 1752! Thomas Humphrey (1991)
increases in money and prices appeared to bring
traces the notion of a Phillips curve trade-off through-
increases in industrial and commercial activity. This
out the writings of the classical economists in the
empirical observation did not employ the kind of
eighteenth and nineteenth centuries. Even Irving
formal statistics as that used by modern economists
Fisher, whose statement of the quantity theory of
but simply the practice of keen observation. They
money embodied a full articulation of the conse-
would typically explain the difference between their
quences of neutrality, recognized the possible real
theory’s predictions (neutrality) and their observations
effects of money and inflation over the course of a
by appealing to what economists today would call
business cycle.
“frictions” in the marketplace. Of particular importance
In early writings, these two opposing ideas—that
in this instance are frictions that get in the way of
money is neutral and that it is associated with rising
price adjustment or make it hard for buyers and sell-
real growth—were typically reconciled by the distinc-
ers of goods and services to know when the general
tion between periods of time ambiguously referred to
level of all prices is rising. If a craftsman sees that he
as “short-run” and “long-run.” The logic of monetary
can sell his wares for an increased price but doesn’t realize that all prices are rising proportionately, he
“ In early writings, these two opposing ideas—
might think that his goods are rising in value relative
that money is neutral and that it is associated
to other goods. He might then take action to increase
with rising real growth—were typically recon-
his output so as to benefit from the perceived rise in
ciled by the distinction between periods of
the worth of his labors.
time ambiguously referred to as ‘short-run’ and ‘long-run.’ ”
This example shows how frictions in price adjustment can break the logic of money neutrality. But such a departure is likely to be only temporary. You
neutrality is essentially long-run logic. The type of
can’t fool everybody forever, and eventually people
thought experiment the classical writers had in mind
learn about the general inflation caused by an increase
was a one-time increase in the quantity of money
in money. The real effects of inflation should then
circulating in an economy. Their logic implied that,
die out. It was in fact in the context of this distinction
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between long-run neutrality and the short-run trade-off between inflation and real growth that John Maynard Keynes made his oft-quoted quip that “in the long run we are all dead.”4 Phillips’ work was among the first formal statistical analyses of the relationship between inflation and real economic activity. The data on the rate of wage increase and the rate of unemployment for Phillips’ baseline period of 1861–1913 are reproduced in Figure 1. These data show a clear negative relationship—greater inflation tends to coincide with lower
Figure 1: Inflation-Unemployment Relationship in the United Kingdom, 1861-1913 10 RATE OF CHANGE OF WAGE RATE (% PER YEAR)
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8 6 4 2 0
-2
-4
0
1
2
3
4 5 6 7 8 UNEMPLOYMENT RATE (%)
9
10
11
Source: Phillips (1958)
unemployment. To highlight that relationship, Phillips fit the curve in Figure 1 to the data. He then examined a
about 5 1⁄2 percent. To achieve unemployment of about
number of episodes, both within the baseline period
3 percent, which the authors viewed as approximately
and in other periods up through 1957. The general
full employment, the curve suggests that inflation
tendency of a negative relationship persists throughout.
would need to be close to 5 percent. Samuelson and Solow did not propose that their
Crossing the Atlantic
estimated curve described a permanent relationship
A few years later, Paul Samuelson and Robert Solow,
that would never change. Rather, they presented it as
both eventual Nobel Prize winners, took a look at the
a description of the array of possibilities facing the
U.S. data from the beginning of the twentieth century
economy in “the years just ahead.”6 While recogniz-
through 1958.5 A similar scatter-plot to that in Figure 1
ing that the relationship might change beyond this
was less definitive in showing the negative relation-
near horizon, they remained largely agnostic on how
ship between wage inflation and unemployment.
and why it might change. As a final note, however,
The authors were able to recover a pattern similar to
they suggest institutional reforms that might produce
Phillips’ by taking out the years of the World Wars and
a more favorable trade-off (shifting the curve in
the Great Depression. They also translated their find-
Figure 2 down and to the left). These involve meas-
ings into a relationship between unemployment and
ures to limit the ability of businesses and unions to
price inflation. It is this relationship that economists
exercise monopoly control over prices and wages, or
now most commonly think of as the “Phillips curve.”
even direct wage and price controls. Their closing
Samuelson and Solow’s Phillips curve is repro-
discussion suggests that they, like many economists
duced in Figure 2. (See page 10.) They interpret this
at the time, viewed both inflation and the frictions
curve as showing the combinations of unemployment
that kept money and inflation from being neutral
and inflation available to society. The implication is
as at least partly structural—hard-wired into the
that policymakers must choose from the menu traced
institutions of modern, corporate capitalism. Indeed,
out by the curve. An inflation rate of zero, or price sta-
they concluded their paper with speculation about
bility, appears to require an unemployment rate of
institutional reforms that could move the Phillips curve
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down and to the left. This was an interpretation that
Turning the focus to expectations
was compatible with the idea of a more permanent
This approach to economic policy implicitly either
trade-off that derived from the structure of the
denied the long-run neutrality of money or thought it irrelevant. A distinct minority view within the profes-
Figure 2: Inflation-Unemployment Relationship in the United States around 1960 AVERAGE INCREASE IN PRICE (% PER YEAR)
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sion, however, continued to emphasize limitations
11
on the ability of rising inflation to bring down unem-
10
ployment in a sustained way. The leading proponent
9 8
of this view was Milton Friedman, whose Nobel
7
Prize award would cite his Phillips curve work. In
6 5
his presidential address to the American Economics
B
4
Association, Friedman began his discussion of mone-
3
tary policy by stipulating what monetary policy cannot
2 1 -1
do. Chief among these was that it could not “peg
A
0
the rate of unemployment for more than very limited 1
2
3
4
5
6
7
8
9
UNEMPLOYMENT RATE (%) Source: Samuelson and Solow (1960)
periods.”7 Attempts to use expansionary monetary policy to keep unemployment persistently below what he referred to as its “natural rate” would inevitably
economy and that could be exploited by policymakers
come at the cost of successively higher inflation.
seeking to engineer lasting changes in economic
Key to his argument was the distinction between
performance.
anticipated and unanticipated inflation. The short-run
By the 1960s, then, the Phillips curve trade-off had
trade-off between inflation and unemployment
become an essential part of the Keynesian approach
depended on the inflation expectations of the public.
to macroeconomics that dominated the field in the
If people generally expected price stability (zero
decades following the Second World War. Guided by
inflation), then monetary policy that brought about
this relationship, economists argued that the govern-
inflation of 3 percent would stimulate the economy,
ment could use fiscal policy—government spending
raising output growth and reducing unemployment.
or tax cuts—to stimulate the economy toward full
But suppose the economy had been experiencing
employment with a fair amount of certainty about
higher inflation, of say 5 percent, for some time,
what the cost would be in terms of increased inflation.
and that people had come to expect that rate of
Alternatively, such a stimulative effect could be
increase to continue. Then, a policy that brought
achieved by monetary policy. In either case, policy-
about 3 percent inflation would actually slow the
making would be a conceptually simple matter of
economy, making unemployment tend to rise.
cost-benefit analysis, although its implementation
By emphasizing the public’s inflation expectations,
was by no means simple. And since the costs of a
Friedman’s analysis drew a link that was largely
small amount of inflation to society were thought
absent in earlier Phillips curve analyses. Specifically,
to be low, it seemed worthwhile to achieve a lower
his argument was that not only is monetary policy pri-
unemployment rate at the cost of tolerating only a
marily responsible for determining the rate of inflation
little more inflation.
that will prevail, but it also ultimately determines the
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location of the entire Phillips curve. He argued that
the natural rate of unemployment is 5 percent and
the economy would be at the natural rate of unem-
people initially expect inflation of 1 percent. A surprise
ployment in the absence of unanticipated inflation.
inflation of 3 percent drives unemployment down to
That is, the ability of a small increase in inflation to
3 percent. But sustained inflation at the higher rate
stimulate economic output and employment relied on
ultimately changes expectations, and the Phillips curve
the element of surprise. Both the inflation that people
shifts back so that the natural rate of unemployment
had come to expect and the ability to create a surprise
is achieved but now at 3 percent inflation. This analy-
were then consequences of monetary policy decisions.
sis, which takes account of inflation expectations, is
Friedman’s argument involved the idea of a “natural
referred to as the expectations-augmented Phillips
rate” of unemployment. This natural rate was some-
curve. An independent and contemporaneous devel-
thing that was determined by the structure of the
opment of this approach to the Phillips curve was
economy, its rate of growth, and other real factors
given by Edmund Phelps, winner of the 2006 Nobel
independent of monetary policy and the rate of infla-
Prize in economics.8 Phelps developed his version of
tion. While this natural rate might change over time,
the Phillips curve by working through the implications
at any point in time, unemployment below the natural
of frictions in the setting of wages and prices, which
rate could only be achieved by policies that created
anticipated much of the work that followed.
inflation in excess of that anticipated by the public.
The reasoning of Friedman and Phelps implied that
But if inflation remained at the elevated level, people
attempts to exploit systematically the Phillips curve to
would come to expect higher inflation, and its stimula-
bring about lower unemployment would succeed only
tive effect would be lost. Unemployment would move
temporarily at best. To have an effect on real activity,
back toward its natural rate. That is, the Phillips curve
monetary policy needed to bring about inflation in
would shift up and to its right, as shown in Figure 3.
excess of people’s expectations. But eventually,
The figure shows a hypothetical example in which Figure 3: Expectations-Augmented Phillips Curve
people would come to expect higher inflation, and the policy would lose its stimulative effect. This insight comes from an assumption that people base their
8
expectations of inflation on their observation of past
7 INFLATION RATE (%)
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inflation. If, instead, people are more forward looking
6
and understand what the policymaker is trying to do,
5
they might adjust their expectations more quickly,
4
causing the rise in inflation to lose much of even its
3
temporary effect on real activity. In a sense, even the
2
short-run relationship relied on people being fooled.
1
One way people might be fooled is if they are simply 1
2
3
4
5
u*
6
7
8
UNEMPLOYMENT RATE (%) Note: When expected inflation is 1 percent, an unanticipated increase in inflation will initially bring unemployment down. But expectations will eventually adjust, bringing unemployment back to its natural rate (u*) at the higher rate of inflation.
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unable to distinguish general inflation from a change in relative prices. This confusion, sometimes referred to as money illusion, could cause people to react to inflation as if it were a change in relative prices. For
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Figure 4: Inflation-Unemployment Relationship in the United States,1961-1995
instance, workers, seeing their nominal wages rise but not recognizing that a general inflation is in
14
process, might react as if their real income were ris-
12
ing. That is, they might increase their expenditures on goods and services. Robert Lucas, another Nobel Laureate, demonstrated how behavior resembling money illusion could result
INFLATION RATE (%)
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10 8
the difference between relative prices and the general
0
people’s misunderstanding, but from their inability to
70
4 2
75
90
6
even with firms and consumers who fully understood price level.9 In his analysis, confusion comes not from
80
85 65 3
4
95 61 5 7 6 UNEMPLOYMENT RATE (%)
8
9
10
Sources: Bureau of Labor Statistics/Haver Analytics Note: Inflation rate is seasonally-adjusted CPI, Fourth Quarter.
observe all of the economy’s prices at one time. His was the first formal analysis showing how a Phillips
writers appeared to break down entirely, as shown by
curve relationship could emerge in an economy with
the scatter plot of the data for the 1970s in Figure 4.
forward-looking decisionmakers. Like the work of
Throughout this decade, both inflation and unemploy-
Friedman and Phelps, Lucas’ implications for policy-
ment tended to grow, leading to the emergence of the term “stagflation” in the popular lexicon.
“ The reasoning of Friedman and Phelps implied
One possible explanation for the experience of the
that attempts to exploit systematically the
1970s is that the decade was simply a case of bad
Phillips curve to bring about lower unemploy-
luck. The Phillips curve shifted about unpredictably as
ment would succeed only temporarily at best. ”
the economy was battered by various external shocks. The most notable of these shocks were the dramatic
makers were cautionary. The relationship between
increases in energy prices in 1973 and again later in
inflation and real activity in his analysis emerged
the decade. Such supply shocks worsened the avail-
most strongly when policy was conducted in an
able trade-off, making higher unemployment neces-
unpredictable fashion, that is, when policymaking
sary at any given level of inflation.
was more a source of volatility than stability.
By contrast, viewing the decade through the lens of the expectations-augmented Phillips curve suggests
The Great Inflation
that policy shared the blame for the disappointing
The expectations-augmented Phillips curve had the
results. Policymakers attempted to shield the real
stark implication that any attempt to utilize the rela-
economy from the effects of aggregate shocks. Guided
tionship between inflation and real activity to engineer
by the Phillips curve, this effort often implied a choice
persistently low unemployment at the cost of a little
to tolerate higher inflation rather than allowing unem-
more inflation was doomed to failure. The experience
ployment to rise. This type of policy choice follows
of the 1970s is widely taken to be a confirmation of
from viewing the statistical relationship Phillips first
this hypothesis. The historical relationship identified
found in the data as a menu of policy options, as
by Phillips, Samuelson and Solow, and other earlier
suggested by Samuelson and Solow. But the
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arguments made by Friedman and Phelps imply that
played against a public that is trying to anticipate
such a trade-off is short-lived at best. Unemployment
policy. What’s more, this game is repeated over and
would ultimately return to its natural rate at the higher
over, each time a policy choice must be made. This
rate of inflation. So, while the relative importance of
complicated interdependence of policy choices and
luck and policy for the poor macroeconomic perform-
private sector actions and expectations was studied
ance of the 1970s continues to be debated by econo-
by Finn Kydland and Edward C. Prescott.12 In one
mists, we find a powerful lesson in the history of that
of the papers for which they were awarded the 2005
decade.10 The macroeconomic performance of the
Nobel Prize, they distinguish between rules and
1970s is largely what the expectations-augmented
discretion as approaches to policymaking. By discre-
Phillips curve predicts when policymakers try to exploit
tion, they mean period-by-period decisionmaking in
a trade-off that they mistakenly believe to be stable.
which the policymaker takes a fresh look at the costs
The insights of Friedman, Phelps, and Lucas pointed
and benefits of alternative inflation levels at each
to the complicated interaction between policymaking
moment. They contrast this with a setting in which
and statistical analysis. Relationships we observe in
the policymaker makes a one-time decision about the
past data were influenced by past policy. When policy
best rule to guide policy. They show that discretionary
changes, people’s behavior may change and so too
policy would result in higher inflation and no lower
may statistical relationships. Hence, the history of the
unemployment than the once-and-for-all choice of
1970s can be read as an illustration of Lucas’ critique
a policy rule.
of what was at the time the consensus approach to policy analysis.11 Focusing attention on the role of expectations in the
Recent work by Thomas Sargent and various coauthors shows how discretionary policy, as studied by Kydland and Prescott, can lead to the type of inflation
Phillips curve creates a challenge for policymakers
outcomes experienced in the 1970s.13 This analysis
seeking to use monetary policy to manage real eco-
assumes that the policymaker is uncertain of the
nomic activity. At any point in time, the current state
position of the Phillips curve. In the face of this un-
of the economy and the private sector’s expectations
certainty, the policymaker estimates a Phillips curve from historical data. Seeking to exploit a short-run,
“ Focusing attention on the role of expecta-
expectations-augmented Phillips curve—that is, pur-
tions in the Phillips curve creates a challenge
suing discretionary policy—the policymaker chooses
for policymakers seeking to use monetary
among inflation-unemployment combinations described
policy to manage real economic activity. ”
by the estimated Phillips curve. But the policy choices themselves cause people’s beliefs about policy to
may imply a particular Phillips curve. Assuming that
change, which causes the response to policy choices
Phillips curve describes a stable relationship, a policy-
to change. Consequently, when the policymaker uses
maker might choose a preferred inflation-unemploy-
new data to update the estimated Phillips curve, the
ment combination. That very choice, however, can
curve will have shifted. This process of making policy
alter expectations, causing the trade-off to change.
while also trying to learn about the location of the
The policymaker’s problem is, in effect, a game
Phillips curve can lead a policymaker to choices that
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result in persistently high inflation outcomes. In addition to the joint rise in inflation and unem-
cost, but it is substantially less than many had predicted before the fact. Again, one possible reason
ployment during the 1970s, other empirical evidence
could be that the Fed’s course of action in this
pointed to the importance of expectations. Sargent
episode became well-anticipated once it commenced.
studied the experience of countries that had suffered
While the public might not have known the extent of
from very high
inflation.14
In countries where mone-
the actions the Fed would take, the direction of the
tary reforms brought about sudden and rapid deceler-
change in policy may well have become widely
ations in inflation, he found that the cost in terms of
understood. By the same token, and as argued by
reduced output or increased unemployment tended to
Goodfriend and King, remaining uncertainty about how
be much lower than standard Phillips curve trade-offs
far and how persistently the Fed would bring inflation
would suggest. One interpretation of these findings is
down may have resulted in the costs of disinflation
that the disinflationary policies undertaken tended to
being greater than they might otherwise have been.
be well-anticipated. Policymakers managed to credi-
The experience of the 1970s, together with the
bly convince the public that they would pursue these
insights of economists emphasizing expectations,
policies. Falling inflation that did not come as a sur-
ultimately brought the credibility of monetary policy
prise did not have large real economic costs.
to the forefront in thinking about the relationship
On a smaller scale in terms of peak inflation rates,
between inflation and the real economy. Credibility
another exercise in dramatic disinflation was conduct-
refers to the extent to which the central bank can con-
ed by the Federal Reserve under Chairman Paul
vince the public of its intention with regard to inflation.
Volcker.15 As inflation rose to double-digit levels in the
Kydland and Prescott showed that credibility does not
late 1970s, contemporaneous estimates of the cost in unemployment and lost output that would be neces-
“ The experience of the 1970s, together with
sary to bring inflation down substantially were quite
the insights of economists emphasizing expec-
large. A common range of estimates was that the
tations, ultimately brought the credibility of
6 percentage-point reduction in inflation that was
monetary policy to the forefront in thinking
ultimately brought about would require output from
about . . . inflation and the real economy. ”
9 to 27 percent below capacity annually for up to four years.16 Beginning in October 1979, the Fed took
come for free. There is always a short-run gain from
drastic steps, raising the federal funds rate as high
allowing inflation to rise a little so as to stimulate the
as 19 percent in 1980. The result was a steep, but
real economy. To establish credibility for a low rate of
short recession. Overall, the costs of the Volcker
inflation, the central bank must convince the public
disinflation appear to have been smaller than had
that it will not pursue that short-run gain.
been expected. A standard estimate, which appears
The experience of the 1980s and 1990s can be
in a popular economics textbook, is one in which the
read as an exercise in building credibility. In several
reduction in output during the Volcker disinflation
episodes during that period, inflation expectations
amounted to less than a 4 percent annual shortfall
rose as doubts were raised about the Fed’s ability to
relative to
capacity.17
This amount is a significant
maintain its commitment to low inflation. These
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episodes, labeled inflation scares by Marvin Goodfriend, were marked by rapidly rising spreads
Deriving a Phillips curve from price-setting behavior
between long-term and short-term interest rates.18
This price-setting friction has become a popular
Goodfriend identifies inflation scares in 1980, 1983,
device for economists seeking to model the behavior
and 1987. These tended to come during or following
of economies with a short-run Phillips curve. To see
episodes in which the Fed responded to real economic
how such a friction leads to a Phillips curve, think
weakness with reductions (or delayed increases) in its
about a business that is setting a price for its product
federal funds rate target. In these instances, Fed policy-
and does not expect to get around to setting the price
makers reacted to signs of rising inflation expectations
again for some time. Typically, the business will
by raising interest rates. These systematic policy re-
choose a price based on its own costs of production
sponses in the 1980s and 1990s were an important part
and the demand that it faces for its goods. But
of the process of building credibility for lower inflation.
because that business expects its price to be fixed for a while, its price choice will also depend on what
The “Modern” Phillips Curve
it expects to happen to its costs and its demand
The history of the Phillips curve shows that the empir-
between when it sets its price this time and when it
ical relationship shifts over time, and there is evi-
sets its price the next time.
dence that those movements are linked to the public’s
If the price-setting business thinks that inflation will
inflation expectations. But what does the history say
be high in the interim between its price adjustments,
about why this relationship exists? Why is it that there
then it will expect its relative price to fall. As average
is a statistical relationship between inflation and real
prices continue to rise, a good with a temporarily
economic activity, even in the short run? The earliest
fixed price gets cheaper. The firm will naturally be
writers and those that followed them recognized that
interested in its average relative price during the peri-
the short-run trade-off must arise from frictions that
od that its price remains fixed. The higher the inflation
stand in the way of monetary neutrality. There are
expected by the firm up until its next price adjustment,
many possible sources of such frictions. They may
the higher the current price it will set. This reasoning,
arise from the limited nature of the information individ-
applied to all the economy’s sellers of goods and serv-
uals have about the full array of prices for all products
ices, leads directly to a close relationship between
in the economy, as emphasized by Lucas. Frictions
current inflation and expected future inflation.
might also stem from the fact that not all people par-
This description of price-setting behavior implies
ticipate in all markets, so that different markets might
that current inflation depends on the real costs of
be affected differently by changes in monetary policy.
production and expected future inflation. The real
One simple type of friction is a limitation on the flexi-
costs of production for businesses will rise when the
bility sellers have in adjusting the prices of the goods
aggregate use of productive resources rises, for
they sell. If there are no limitations all prices can
instance because rising demand for labor pushes up
adjust seamlessly whenever demand or cost condi-
real wages.19 The result is a Phillips curve relationship
tions change, then a change in monetary policy will,
between inflation and a measure of real economic
again, affect different markets differently.
activity, such as output growth or unemployment.
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Current inflation rises with expected future inflation
holds’ and business’ decisions about consumption
and falls as current unemployment rises relative to its
and investment. These decisions involve people’s
“natural” rate (or as current output falls relative to the
demand for resources now, as compared to their
trend rate of output growth).
expected demand in the future. Their willingness to trade off between the present and the future depends
A Phillips curve in a “complete” modern model
on the price of that trade-off—the real rate of interest.
The price-setting frictions that are part of many mod-
One source of interdependence between different
ern macroeconomic models are really not that differ-
parts of the model—different equations—is in the real
ent from arguments that economists have always
rate of interest. A real rate is a nominal rate—the
made about reasons for the short-run non-neutrality
interest rates we actually observe in financial mar-
of money. What distinguishes the modern approach is
kets—adjusted for expected inflation. Real rates
not just the more formal, mathematical derivation of a
are what really matter for households’ and firms’
Phillips curve relationship, but more importantly, the
decisions. So on the demand side of the economy,
incorporation of this relationship into a complete
people’s choices about consumption and investment
model of the macroeconomy. The word “complete”
depend on what they expect for inflation, which comes,
here has a very specific meaning, referring to what
in part, from the pricing behavior described by the
economists call “general equilibrium.” The general
Phillips curve. Another source of interdependence
equilibrium approach to studying economic activity
comes in the way the central bank influences nominal
recognizes the interdependence of disparate parts of
interest rates by setting the rate charged on overnight,
the economy and emphasizes that all macroeconomic
interbank loans (the federal funds rate in the United
variables such as GDP, the level of prices, and
States). A complete model also requires a description
unemployment are all determined by fundamental
of how the central bank changes its nominal interest
economic forces acting at the level of individual
rate target in response to changing economic con-
households and businesses. The completeness of a
ditions (such as inflation, growth, or unemployment).
general equilibrium model also allows for an analysis
In a complete general equilibrium analysis of an
of the effects of alternative approaches to macroeco-
economy’s performance, all three parts—the Phillips
nomic policy, as well as an evaluation of the relative
curve, the demand side, and central bank behavior—
merits of alternative policies in terms of their effects on
work together to determine the evolution of economic
the economic well-being of the people in the economy.
variables. But many of the economic choices people
The Phillips curve is only one part of a complete
make on a day-to-day basis depend not only on con-
macroeconomic model—one equation in a system
ditions today, but also on how conditions are expected
of equations. Another key component describes
to change in the future. Such expectations in modern
how real economic activity depends on real interest
macroeconomic models are commonly described
rates. Just as the Phillips curve is derived from a
through the assumption of rational expectations. This
description of the price-setting decisions of business-
assumption simply means that the public—households
es, this other relationship, which describes the
and firms whose decisions drive real economic
demand side of the economy, is based on house-
activity—fully understands how the economy evolves
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over time and how monetary policy shapes that
current inflation is equal to expected inflation. Then,
evolution. It also means that people’s decisions will
whatever that constant rate of inflation, unemploy-
depend on well-informed expectations not only of the
ment must return to the rate implied by the underlying
evolution of future fundamental conditions, but of
structure of the economy, that is, to a rate that might
future policy as well. While discussions of a central
be considered the “natural” unemployment. Money is
bank’s credibility typically assume that there are
not truly neutral in these models, however. Rather,
things related to policymaking about which the public
the pricing frictions underlying the models imply that
is not fully certain, these discussions retain the pre-
there are real economic costs to inflation. Because
sumption that people are forward looking in trying to
sellers of goods adjust their prices at different times,
understand policy and its impact on their decisions.
inflation makes the relative prices of different goods vary, and this distorts sellers’ and buyers’ decisions.
Implications and uses of the modern approach A Phillips curve that is derived as part of a model that
This distortion is greater, the greater the rate of inflation. The expectational nature of the Phillips curve also
includes price-setting frictions is often referred to as
means that policies that have a short-run effect on
the New Keynesian Phillips curve (NKPC).20 A com-
inflation will induce real movements in output or
plete general equilibrium model that incorporates this
unemployment mainly if the short-run movement in
version of the Phillips curve has been referred to as
inflation is not expected to persist. In this sense, the
the New Neoclassical Synthesis
model.21
These
modern Phillips curve also embodies the importance
models, like any economic model, are parsimonious
of monetary policy credibility, since it is credibility that
descriptions of reality. We do not take them as exact
would allow expected inflation to remain stable, even
descriptions of how a modern economy functions.
as inflation fluctuated in the near term.
Rather, we look to them to capture the most important forces at work in determining macroeconomic out-
“ The modern Phillips curve also embodies the
comes. The key equations in new neoclassical or new
importance of monetary policy credibility, since
Keynesian models all involve assumptions or approxi-
it is credibility that would allow expected
mations that simplify the analysis without altering the
inflation to remain stable, even as inflation
fundamental economic forces at work. Such simplifica-
fluctuated in the near term. ”
tions allow the models to be a useful guide to our thinking about the economy and the effects of policy. The modern Phillips curve is similar to the expecta-
A more general way of emphasizing the importance of credibility is to say that the modern Phillips curve
tions-augmented Phillips curve in that inflation expec-
implies that the behavior of inflation will depend
tations are important to the relationship between
crucially on people’s understanding of how the central
current inflation and unemployment. But its derivation
bank is conducting monetary policy. What people
from forward-looking price-setting behavior shifts the
think about the central bank’s objectives and strategy
emphasis to expectations of future inflation. It has
will determine expectations of inflation, especially
implications similar to the long-run neutrality of
over the long run. Uncertainty about these aspects of
money, because if inflation is constant over time, then
policy will cause people to try to make inferences
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about future policy from the actual policy they observe.
in terms of the long-run levels of inflation and unem-
Even if the central bank makes statements about its
ployment they produce, or more generally in terms of
long-run objectives and strategy, people will still try to
the economic well-being generated for people in the
make inferences from the policy actions they see. But
economy. A typical result is that rules that deliver lower
in this case, the inference that people will try to make
and less variable inflation are better both because low
is slightly simpler: people must determine if actual
and stable inflation is a good thing and because such
policy is consistent with the stated objectives.
rules can also deliver less variability in real economic
Does this newest incarnation of the Phillips curve
activity. Further, lower inflation has the benefit of
present a central bank with the opportunity to actively
reducing the costs from distorted relative prices.
manage real economic activity through choosing more
While low inflation is a preferred outcome, it is typi-
or less inflationary policies? The assumption that peo-
cally not possible, in models or in reality, to engineer
ple are forward looking in forming expectations about
a policy that delivers the same low target rate of infla-
future policy and inflation limits the scope for manag-
tion every month or quarter. The economy is hit by
ing real growth or unemployment through Phillips
any number of shocks that can move both real output
curve trade-offs. An attempt to manage such growth
and inflation around from month to month—large
or unemployment persistently would translate into the
energy price movements, for example. In the pres-
public’s expectations of inflation causing the Phillips
ence of such shocks, a good policy might be one that,
curve to shift. This is another characteristic that the
while not hitting its inflation target each month, always
modern approach shares with the older expectations-
tends to move back toward its target and never stray
augmented Phillips curve.
too far.
What this modern framework does allow is the
Complete models incorporating a modern Phillips
analysis of alternative monetary policy rules—that is,
curve also allow economists to formalize the notion
how the central bank sets its nominal interest rate in
of monetary policy credibility. Remember that
response to such economic variables as inflation,
credibility refers to what people believe about the
relative to the central bank’s target, and the unem-
way the central bank intends to conduct policy.
ployment rate or the rate of output growth relative to
If people are uncertain about what rule best
the central bank’s understanding of trend growth.22
describes the behavior of the central bank, then
A typical rule that roughly captures the actual behavior
they will try to learn from what they see the central
of most central banks would state, for instance, that
bank doing. This learning can make people’s
the central bank raises the interest rate when inflation
expectations about future policy evolve in a compli-
is higher than its target and lowers the interest rate
cated way. In general, uncertainty about the central
when unemployment rises. Alternative rules might
bank’s policy, or doubts about its commitment to low
make different assumptions, for instance, about how
inflation, can raise the cost (in terms of output or
much the central bank moves the interest rate in
employment) of reducing inflation. That is, the short-
response to changes in the macroeconomic variables
run relationship between inflation and unemployment
that it is concerned about. The complete model can
depends on the public’s long-run expectations about
then be used to evaluate how different rules perform
monetary policy and inflation.
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The modern approach embodies many features of the earlier thinking about the Phillips curve. The
How Well Does the Modern Phillips Curve Fit the Data?
characterization of policy as a systematic pattern of
The Phillips curve began as a relationship drawn to fit
behavior employed by the central bank, providing
the data. Over time, it has evolved as economists’
the framework within which people form systematic
understanding of the forces driving those data has
expectations about future policy, follows the work of
developed. The interplay between theory—the appli-
Kydland and Prescott. And the focus on expectations
cation of economic logic—and empirical facts has
itself, of course, originated with Friedman. Within
been an important part of this process of discovery.
this modern framework, however, some important
The recognition of the importance of expectations developed together with the evidence of the apparent
“ The short-run relationship between inflation
instability of the short-run trade-off. The modern
and unemployment depends on the public’s
Phillips curve represents an attempt to study the
long-run expectations about monetary policy
behavior of both inflation and real variables using
and inflation. ”
models that incorporate the lessons of Friedman, Phelps, and Lucas and that are rich enough to pro-
debates remain unsettled. While our characterization of the framework has emphasized the forward-looking
duce results that can be compared to real world data. Attempts to fit the modern, or New Keynesian,
nature of people’s expectations, some economists
Phillips curve to the data have come up against a
believe that deviations from this benchmark are
challenging finding. The theory behind the short-run
important for understanding the dynamic behavior of
relationship implies that current inflation should
inflation. We turn to this question in the next section.
depend on current real activity, as measured by
We have described here an approach that has
unemployment or some other real variable, and
been adopted by many contemporary economists
expected future inflation. When estimating such an
for applied central bank policy analysis. But we
equation, economists have often found that an addi-
should note that this approach is not without its
tional variable is necessary to explain the behavior of
critics. Many economists view the price-setting
inflation over time. In particular, these studies find
frictions that are at the core of this approach as
that past inflation is also important.23
ad hoc and unpersuasive. This critique points to the value of a deeper theory of firms’ price-setting
Inflation persistence
behavior. Moreover, there are alternative frictions
The finding that past inflation is important for the
that can also rationalize monetary non-neutrality.
behavior of current and future inflation—that is, the
Alternatives include frictions that limit the information
finding of inflation persistence—implies that move-
available to decisionmakers or that limit some
ments in inflation have persistent effects on future
people’s participation in some markets. So while
inflation, apart from any effects on unemployment or
the approach we’ve described does not represent
expected inflation. Such persistence, if it were an
the only possible modern model, it has become a
inherent part of the structure and dynamics of the
popular workhorse in policy research.
economy, would create a challenge for policymakers
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to reduce inflation by reducing people’s expectations.
result of the nature of the shocks hitting the economy.
Remember that we stated earlier the possibility that if
If these shocks are themselves persistent—that is,
the central bank could convince the public that it was
bad shocks tend to be followed by more bad
going to bring inflation down, then the desired reduc-
shocks—then that persistence can lead to persist-
tion might be achieved with little cost in unemploy-
ence in inflation. The way to assess the relative
ment or output. Inherent inflation persistence would
importance of alternative possible sources of persist-
make such a strategy problematic. Inherent persist-
ence is to estimate the multiple equations that make
ence makes the set of choices faced by the policy-
up a more complete model of the economy. This
maker closer to that originally envisioned by
approach, in contrast with the estimation of a single
Samuelson and Solow. The faster one tries to bring
Phillips curve equation, allows for explicitly consider-
down inflation, the greater the real economic costs.
ing the roles of changing monetary policy, backward-
Inherent persistence in inflation might be thought to
looking pricing behavior, and shocks in generating
arise if not all price-setters in the economy were as
inflation persistence. A typical finding is that the back-
forward looking as in the description given earlier. If,
ward-looking terms in the hybrid Phillips curve appear
instead of basing their price decisions on their best
considerably less important for explaining the dynam-
forecast of future inflation behavior, some firms simply
ics of inflation than in single equation estimation.26
based current price choices on the past behavior of
The scientific debate on the short-run relationship
inflation, this backward-looking pricing would impart
between inflation and real economic activity has not
persistence to inflation. Jordi Galí and Mark Gertler,
yet been fully resolved. On the central question of the
who took into account the possibility that the economy
importance of backward-looking behavior, common
is populated by a combination of forward-looking and
sense suggests that there are certainly people in the
backward-looking participants, introduced a hybrid
real-world economy who behave that way. Not every-
Phillips curve in which current inflation depends on
one stays up-to-date enough on economic conditions
both expected future inflation and past inflation.24
to make sophisticated, forward-looking decisions.
An alternative explanation for inflation persistence
People who do not may well resort to rules of thumb
is that it is a result primarily of the conduct of mone-
that resemble the backward-looking behavior in some
tary policy. The evolution of people’s inflation ex-
economic models. On the other hand, people’s
pectations depends on the evolution of the conduct of
behavior is bound to be affected by what they believe
policy. If there are significant and persistent shifts in
to be the prevailing rate of inflation. Market partici-
policy conduct, expectations will evolve as people
pants have ample incentive and ability to anticipate
learn about the changes. In this explanation, inflation
the likely direction of change in the economy. So both
persistence is not the result of backward-looking
backward- and forward-looking behavior are ground-
decisionmakers in the economy but is instead the
ed in common sense. However the more important
result of the interaction of changing policy behavior
scientific questions involve the extent to which either
and forward-looking private decisions by households
type of behavior drives the dynamics of inflation and
and businesses.25
is therefore important for thinking about the conse-
Another possibility is that inflation persistence is the
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The importance of inflation persistence for policymakers
back down after a number of FOMC members made
Related to the question of whether forward- or back-
inflation. This episode illustrates both the potential
ward-looking behavior drives inflation dynamics is the
for the Fed to influence inflation expectations and
question of how stable people’s inflation expectations
the extent to which market participants are at times
are. The backward-looking characterization suggests
uncertain as to how the Fed will respond to
a stickiness in beliefs, implying that it would be hard
new developments.
speeches emphasizing their focus on preserving low
to induce people to change their expectations. If relatively high inflation expectations become ingrained,
Making Policy
then it would be difficult to get people to expect a
While the scientific dialogue continues, policymakers
decline in inflation. This describes a situation in which
must make judgments based on their understanding
disinflation could be very costly, since only persistent
of the state of the debate. At the Federal Reserve
evidence of changes in actual inflation would move
Bank of Richmond, policy opinions and recommenda-
future expectations. Evidence discussed earlier from
tions have long been guided by a view that the short-
episodes of dramatic changes in the conduct of policy,
term costs of reducing inflation depend on expecta-
however, suggests that people can be convinced that
tions. This view implies that central bank credibility—
policy has changed. In a sense, the trade-offs faced
that is, the public’s level of confidence about the central
by a policymaker could depend on the extent to which
bank’s future patterns of behavior—is an important
people’s expectations are subject to change. If people
aspect of policymaking. Central bank credibility
are uncertain and actively seeking to learn about the
makes it less costly to return inflation to a desirable
central bank’s approach to policy, then expectations
level after it has been pushed up (or down) by energy
might move around in a way that departs from the
prices or other shocks to the economy. This view of
very persistent, backward-looking characterization.
policy is consistent with a view of the Phillips curve in
But this movement in expectations would depend on
which inflation persistence is primarily a consequence
the central bank’s actions and statements about its
of the conduct of policy.
conduct of policy.
The evidence is perhaps not yet definitive. As out-
The periods that Goodfriend (1993) described as
lined in our argument, however, we do find support
inflation scares can be seen as periods when people’s
for our view in the broad contours of the history of
assessment of likely future policy was changing
U.S. inflation over the last several decades. At a time
rather fluidly. Even very recently, we have seen
when a consensus developed in the economics
episodes that could be described as “mini scares.”
profession that the Phillips curve trade-off could be
For instance, in the wake of Hurricane Katrina in late
exploited by policymakers, apparent attempts to do
2005, markets’ immediate response to rising energy
so led to or contributed to the decidedly unsatisfactory
prices suggested expectations of persistently rising
economic performance of the 1970s. And the
inflation. Market participants, it seems, were uncer-
improved performance that followed coincided with
tain as to how much of a run-up in general inflation
the solidification of the profession’s understanding of
the Fed would allow. Inflation expectations moved
the role of expectations. We also see the initial costs
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of bringing down inflation in the early 1980s as
There are also, we think, important lessons in the
consistent with our emphasis on expectations and
observation that overall economic performance, in
credibility. After the experience of the 1970s, credibili-
terms of both real economic activity and inflation, was
ty was low, and expectations responded slowly to the
much improved beginning in the 1980s as compared
Fed’s disinflationary policy actions. Still, the response
to that in the preceding decade. While this improve-
of expectations was faster than might be implied by a
ment could have some external sources related to the
backward-looking Phillips curve.
kinds of shocks that affect the economy, it is also
We also view policymaking on the basis of a
likely that improved conduct of monetary policy
forward-looking understanding of the Phillips curve
played a role. In particular, monetary policy was able
as a prudent approach. A hybrid Phillips curve with
to persistently lower inflation by responding more to
a backward-looking component presents greater
signs of rising inflation or inflation expectations than
opportunities for exploiting the short-run trade-off.
had been the case in the past. At the same time, the
In a sense, it assumes that the monetary policymaker
variability of inflation fell, while fluctuations in output
has more influence over real economic activity than
and unemployment were also moderating.
is assumed by the purely forward-looking specification. Basing policy on a backward-looking formulation
“ An approach to policy that is able to stabilize
would also risk underestimating the extent to which
expectations will be most able to maintain low
movements in inflation can generate shifts in inflation
and stable inflation with minimal effects on real
expectations, which could work against the policy-
activity. ”
maker’s intentions. Again, the experience of past decades suggests the risks associated with policy-
We think the observed behavior of policy and
making under the assumption that policy can
economic performance is directly linked to the
persistently influence real activity more than it really
lessons from the history of the Phillips curve. Both
can. In our view, these risks point to the importance
point to the importance of the expectational con-
of a policy that makes expectational stability
sequences of monetary policy choices. An approach
its centerpiece.
to policy that is able to stabilize expectations will be most able to maintain low and stable inflation with
Conclusion
minimal effects on real activity. It is the credible main-
One key lesson from the history of the relationship
tenance of price stability that will in turn allow real
between inflation and real activity is that any short-run
economic performance to achieve its potential over
trade-off depends on people’s expectations for infla-
the long run. This will not eliminate the business cycle
tion. Ultimately, monetary policy has its greatest
since the economy will still be subject to shocks that
impact on real activity when it deviates from people’s
quicken or slow growth. We believe the history of the
expectations. But if a central bank tries to deviate
Phillips curve shows that monetary policy’s ability to
from people’s expectations repeatedly, so as to sys-
add to economic variability by overreacting to shocks
tematically increase real output growth, people’s
is greater than its ability to reduce real variability,
expectations will adjust.
once it has achieved credibility for low inflation.
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Endnotes 1. King and Plosser (1984).
14. Sargent (1986).
2. Cooley and Hansen (1989), for instance.
15. Goodfriend and King (2005).
3. Phillips (1958).
16. Ibid.
4. Keynes (1923).
17. Mankiw (2007).
5. Samuelson and Solow (1960).
18. Goodfriend (1993).
6. Ibid., p. 193. 7. Friedman (1968), p. 5.
19. There are a number of technical assumptions needed to make this intuitive connection precisely correct.
8. Phelps (1967).
20. Clarida, Galí, and Gertler (1999).
9. Lucas (1972).
21. Goodfriend and King (1997).
10. Velde (2004) provides an excellent overview of this debate. A nontechnical description of the major arguments can be found in Sumo (2007).
22. We use the term “monetary policy rule” in the very general sense of any systematic pattern of choice for the policy instrument—the funds rate—based on the state of the economy.
11. Lucas (1976).
23. Fuhrer (1997).
12. Kydland and Prescott (1977).
24. Galí and Gertler (1999).
13. Sargent (1999), Cogley and Sargent (2005), and Sargent, Williams, and Zha (2006).
25. Dotsey (2002) and Sbordone (2006). 26. Lubik and Schorfheide (2004).
References Clarida, Richard, Jordi Galí, and Mark Gertler. 1999. “The Science of Monetary Policy: A New Keynesian Perspective.” Journal of Economic Literature 37 (4): 1661-1707.
Lubik, Thomas A., and Frank Schorfheide. 2004. “Testing for Indeterminacy: An Application to U.S. Monetary Policy.” American Economic Review 94 (1): 190-217.
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